Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 93.9 KiB |
| Average record size in memory | 96.1 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 6 |
Reproduction
| Analysis started | 2023-08-19 09:10:24.129493 |
|---|---|
| Analysis finished | 2023-08-19 09:10:29.647447 |
| Duration | 5.52 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Age
Real number (ℝ)
| Distinct | 46 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.702 |
| Minimum | 20 |
|---|---|
| Maximum | 65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 31 |
| median | 42 |
| Q3 | 54 |
| 95-th percentile | 64 |
| Maximum | 65 |
| Range | 45 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 13.266771 |
|---|---|
| Coefficient of variation (CV) | 0.31068265 |
| Kurtosis | -1.2175133 |
| Mean | 42.702 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.037307478 |
| Sum | 42702 |
| Variance | 176.0072 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 64 | 31 | 3.1% |
| 28 | 28 | 2.8% |
| 54 | 28 | 2.8% |
| 49 | 27 | 2.7% |
| 34 | 27 | 2.7% |
| 29 | 27 | 2.7% |
| 40 | 26 | 2.6% |
| 45 | 25 | 2.5% |
| 26 | 25 | 2.5% |
| 36 | 25 | 2.5% |
| Other values (36) | 731 |
| Value | Count | Frequency (%) |
| 20 | 18 | |
| 21 | 17 | |
| 22 | 17 | |
| 23 | 16 | |
| 24 | 23 | |
| 25 | 24 | |
| 26 | 25 | |
| 27 | 22 | |
| 28 | 28 | |
| 29 | 27 |
| Value | Count | Frequency (%) |
| 65 | 20 | |
| 64 | 31 | |
| 63 | 24 | |
| 62 | 22 | |
| 61 | 23 | |
| 60 | 25 | |
| 59 | 22 | |
| 58 | 18 | |
| 57 | 17 | |
| 56 | 22 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.998 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4998 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 501 | |
| Female | 499 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 501 | |
| female | 499 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1499 | |
| a | 1000 | |
| l | 1000 | |
| M | 501 | 10.0% |
| F | 499 | 10.0% |
| m | 499 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3998 | |
| Uppercase Letter | 1000 | 20.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1499 | |
| a | 1000 | |
| l | 1000 | |
| m | 499 | 12.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 501 | |
| F | 499 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4998 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1499 | |
| a | 1000 | |
| l | 1000 | |
| M | 501 | 10.0% |
| F | 499 | 10.0% |
| m | 499 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4998 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1499 | |
| a | 1000 | |
| l | 1000 | |
| M | 501 | 10.0% |
| F | 499 | 10.0% |
| m | 499 | 10.0% |
Marital Status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Married | |
|---|---|
| Divorced | |
| Single |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.002 |
| Min length | 6 |
Characters and Unicode
| Total characters | 7002 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Married |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 350 | |
| Divorced | 326 | |
| Single | 324 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 350 | |
| divorced | 326 | |
| single | 324 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1026 | |
| i | 1000 | |
| e | 1000 | |
| d | 676 | |
| M | 350 | 5.0% |
| a | 350 | 5.0% |
| D | 326 | 4.7% |
| v | 326 | 4.7% |
| o | 326 | 4.7% |
| c | 326 | 4.7% |
| Other values (4) | 1296 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6002 | |
| Uppercase Letter | 1000 | 14.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 1026 | |
| i | 1000 | |
| e | 1000 | |
| d | 676 | |
| a | 350 | 5.8% |
| v | 326 | 5.4% |
| o | 326 | 5.4% |
| c | 326 | 5.4% |
| n | 324 | 5.4% |
| g | 324 | 5.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 350 | |
| D | 326 | |
| S | 324 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7002 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 1026 | |
| i | 1000 | |
| e | 1000 | |
| d | 676 | |
| M | 350 | 5.0% |
| a | 350 | 5.0% |
| D | 326 | 4.7% |
| v | 326 | 4.7% |
| o | 326 | 4.7% |
| c | 326 | 4.7% |
| Other values (4) | 1296 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7002 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 1026 | |
| i | 1000 | |
| e | 1000 | |
| d | 676 | |
| M | 350 | 5.0% |
| a | 350 | 5.0% |
| D | 326 | 4.7% |
| v | 326 | 4.7% |
| o | 326 | 4.7% |
| c | 326 | 4.7% |
| Other values (4) | 1296 |
Education Level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Master | |
|---|---|
| High School | |
| PhD | |
| Bachelor |
Length
| Max length | 11 |
|---|---|
| Median length | 8 |
| Mean length | 7.001 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7001 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Master |
|---|---|
| 2nd row | High School |
| 3rd row | Master |
| 4th row | PhD |
| 5th row | Bachelor |
Common Values
| Value | Count | Frequency (%) |
| Master | 262 | |
| High School | 250 | |
| PhD | 245 | |
| Bachelor | 243 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| master | 262 | |
| high | 250 | |
| school | 250 | |
| phd | 245 | |
| bachelor | 243 |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 988 | |
| o | 743 | 10.6% |
| a | 505 | 7.2% |
| e | 505 | 7.2% |
| r | 505 | 7.2% |
| l | 493 | 7.0% |
| c | 493 | 7.0% |
| M | 262 | 3.7% |
| t | 262 | 3.7% |
| s | 262 | 3.7% |
| Other values (8) | 1983 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5256 | |
| Uppercase Letter | 1495 | 21.4% |
| Space Separator | 250 | 3.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| h | 988 | |
| o | 743 | |
| a | 505 | |
| e | 505 | |
| r | 505 | |
| l | 493 | |
| c | 493 | |
| t | 262 | 5.0% |
| s | 262 | 5.0% |
| g | 250 | 4.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 262 | |
| S | 250 | |
| H | 250 | |
| P | 245 | |
| D | 245 | |
| B | 243 |
Space Separator
| Value | Count | Frequency (%) |
| 250 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6751 | |
| Common | 250 | 3.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| h | 988 | |
| o | 743 | |
| a | 505 | 7.5% |
| e | 505 | 7.5% |
| r | 505 | 7.5% |
| l | 493 | 7.3% |
| c | 493 | 7.3% |
| M | 262 | 3.9% |
| t | 262 | 3.9% |
| s | 262 | 3.9% |
| Other values (7) | 1733 |
Common
| Value | Count | Frequency (%) |
| 250 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7001 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| h | 988 | |
| o | 743 | 10.6% |
| a | 505 | 7.2% |
| e | 505 | 7.2% |
| r | 505 | 7.2% |
| l | 493 | 7.0% |
| c | 493 | 7.0% |
| M | 262 | 3.7% |
| t | 262 | 3.7% |
| s | 262 | 3.7% |
| Other values (8) | 1983 |
Employment Status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Self-Employed | |
|---|---|
| Employed | |
| Unemployed |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 10.385 |
| Min length | 8 |
Characters and Unicode
| Total characters | 10385 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Employed |
|---|---|
| 2nd row | Unemployed |
| 3rd row | Employed |
| 4th row | Unemployed |
| 5th row | Self-Employed |
Common Values
| Value | Count | Frequency (%) |
| Self-Employed | 347 | |
| Employed | 328 | |
| Unemployed | 325 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| self-employed | 347 | |
| employed | 328 | |
| unemployed | 325 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1672 | |
| l | 1347 | |
| m | 1000 | |
| p | 1000 | |
| o | 1000 | |
| y | 1000 | |
| d | 1000 | |
| E | 675 | |
| S | 347 | 3.3% |
| f | 347 | 3.3% |
| Other values (3) | 997 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 8691 | |
| Uppercase Letter | 1347 | 13.0% |
| Dash Punctuation | 347 | 3.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 1672 | |
| l | 1347 | |
| m | 1000 | |
| p | 1000 | |
| o | 1000 | |
| y | 1000 | |
| d | 1000 | |
| f | 347 | 4.0% |
| n | 325 | 3.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 675 | |
| S | 347 | |
| U | 325 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 347 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10038 | |
| Common | 347 | 3.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 1672 | |
| l | 1347 | |
| m | 1000 | |
| p | 1000 | |
| o | 1000 | |
| y | 1000 | |
| d | 1000 | |
| E | 675 | |
| S | 347 | 3.5% |
| f | 347 | 3.5% |
| Other values (2) | 650 | 6.5% |
Common
| Value | Count | Frequency (%) |
| - | 347 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10385 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 1672 | |
| l | 1347 | |
| m | 1000 | |
| p | 1000 | |
| o | 1000 | |
| y | 1000 | |
| d | 1000 | |
| E | 675 | |
| S | 347 | 3.3% |
| f | 347 | 3.3% |
| Other values (3) | 997 |
Credit Utilization Ratio
Real number (ℝ)
| Distinct | 101 |
|---|---|
| Distinct (%) | 10.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50995 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.06 |
| Q1 | 0.25 |
| median | 0.53 |
| Q3 | 0.75 |
| 95-th percentile | 0.96 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.29105672 |
|---|---|
| Coefficient of variation (CV) | 0.5707554 |
| Kurtosis | -1.2031434 |
| Mean | 0.50995 |
| Median Absolute Deviation (MAD) | 0.24 |
| Skewness | -0.04789134 |
| Sum | 509.95 |
| Variance | 0.084714012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.74 | 24 | 2.4% |
| 0.66 | 18 | 1.8% |
| 0.96 | 17 | 1.7% |
| 0.6 | 17 | 1.7% |
| 0.08 | 16 | 1.6% |
| 0.45 | 16 | 1.6% |
| 0.22 | 15 | 1.5% |
| 0.78 | 15 | 1.5% |
| 0.71 | 15 | 1.5% |
| 0.91 | 15 | 1.5% |
| Other values (91) | 832 |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.3% |
| 0.01 | 9 | |
| 0.02 | 7 | |
| 0.03 | 6 | 0.6% |
| 0.04 | 15 | |
| 0.05 | 9 | |
| 0.06 | 13 | |
| 0.07 | 7 | |
| 0.08 | 16 | |
| 0.09 | 5 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 9 | |
| 0.99 | 8 | |
| 0.98 | 12 | |
| 0.97 | 12 | |
| 0.96 | 17 | |
| 0.95 | 14 | |
| 0.94 | 7 | |
| 0.93 | 11 | |
| 0.92 | 9 | |
| 0.91 | 15 |
Payment History
Real number (ℝ)
| Distinct | 101 |
|---|---|
| Distinct (%) | 10.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1452.814 |
| Minimum | 0 |
|---|---|
| Maximum | 2857 |
| Zeros | 10 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 142 |
| Q1 | 763.75 |
| median | 1428 |
| Q3 | 2142 |
| 95-th percentile | 2742 |
| Maximum | 2857 |
| Range | 2857 |
| Interquartile range (IQR) | 1378.25 |
Descriptive statistics
| Standard deviation | 827.93415 |
|---|---|
| Coefficient of variation (CV) | 0.5698831 |
| Kurtosis | -1.1841781 |
| Mean | 1452.814 |
| Median Absolute Deviation (MAD) | 714 |
| Skewness | 0.0083047057 |
| Sum | 1452814 |
| Variance | 685474.95 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2628 | 17 | 1.7% |
| 2800 | 17 | 1.7% |
| 2085 | 17 | 1.7% |
| 514 | 16 | 1.6% |
| 857 | 15 | 1.5% |
| 1371 | 15 | 1.5% |
| 1142 | 15 | 1.5% |
| 1714 | 14 | 1.4% |
| 485 | 14 | 1.4% |
| 2571 | 14 | 1.4% |
| Other values (91) | 846 |
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 28 | 5 | 0.5% |
| 57 | 6 | |
| 85 | 9 | |
| 114 | 14 | |
| 142 | 11 | |
| 171 | 5 | 0.5% |
| 200 | 9 | |
| 228 | 7 | |
| 257 | 8 |
| Value | Count | Frequency (%) |
| 2857 | 12 | |
| 2828 | 7 | |
| 2800 | 17 | |
| 2771 | 10 | |
| 2742 | 9 | |
| 2714 | 10 | |
| 2685 | 9 | |
| 2657 | 11 | |
| 2628 | 17 | |
| 2600 | 6 | 0.6% |
Number of Credit Accounts
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.58 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.9336336 |
|---|---|
| Coefficient of variation (CV) | 0.52574079 |
| Kurtosis | -1.2516581 |
| Mean | 5.58 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.052238532 |
| Sum | 5580 |
| Variance | 8.6062062 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 117 | |
| 10 | 116 | |
| 1 | 113 | |
| 7 | 106 | |
| 3 | 102 | |
| 4 | 98 | |
| 5 | 89 | |
| 9 | 88 | |
| 6 | 88 | |
| 2 | 83 |
| Value | Count | Frequency (%) |
| 1 | 113 | |
| 2 | 83 | |
| 3 | 102 | |
| 4 | 98 | |
| 5 | 89 | |
| 6 | 88 | |
| 7 | 106 | |
| 8 | 117 | |
| 9 | 88 | |
| 10 | 116 |
| Value | Count | Frequency (%) |
| 10 | 116 | |
| 9 | 88 | |
| 8 | 117 | |
| 7 | 106 | |
| 6 | 88 | |
| 5 | 89 | |
| 4 | 98 | |
| 3 | 102 | |
| 2 | 83 | |
| 1 | 113 |
Loan Amount
Real number (ℝ)
| Distinct | 897 |
|---|---|
| Distinct (%) | 89.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2471401 |
| Minimum | 108000 |
|---|---|
| Maximum | 4996000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 108000 |
|---|---|
| 5-th percentile | 329000 |
| Q1 | 1298000 |
| median | 2437500 |
| Q3 | 3653250 |
| 95-th percentile | 4634550 |
| Maximum | 4996000 |
| Range | 4888000 |
| Interquartile range (IQR) | 2355250 |
Descriptive statistics
| Standard deviation | 1387046.7 |
|---|---|
| Coefficient of variation (CV) | 0.56123902 |
| Kurtosis | -1.1585383 |
| Mean | 2471401 |
| Median Absolute Deviation (MAD) | 1162000 |
| Skewness | 0.040700646 |
| Sum | 2.471401 × 109 |
| Variance | 1.9238985 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 149000 | 3 | 0.3% |
| 2604000 | 3 | 0.3% |
| 2684000 | 3 | 0.3% |
| 2283000 | 3 | 0.3% |
| 2862000 | 3 | 0.3% |
| 2081000 | 3 | 0.3% |
| 3266000 | 3 | 0.3% |
| 2759000 | 3 | 0.3% |
| 1209000 | 2 | 0.2% |
| 2169000 | 2 | 0.2% |
| Other values (887) | 972 |
| Value | Count | Frequency (%) |
| 108000 | 1 | 0.1% |
| 109000 | 1 | 0.1% |
| 118000 | 1 | 0.1% |
| 127000 | 1 | 0.1% |
| 134000 | 1 | 0.1% |
| 135000 | 1 | 0.1% |
| 143000 | 1 | 0.1% |
| 149000 | 3 | |
| 151000 | 1 | 0.1% |
| 155000 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4996000 | 1 | |
| 4988000 | 1 | |
| 4970000 | 1 | |
| 4963000 | 1 | |
| 4959000 | 1 | |
| 4956000 | 1 | |
| 4948000 | 1 | |
| 4946000 | 1 | |
| 4933000 | 1 | |
| 4932000 | 1 |
Interest Rate
Real number (ℝ)
| Distinct | 774 |
|---|---|
| Distinct (%) | 77.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.6866 |
| Minimum | 1.01 |
|---|---|
| Maximum | 19.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1.01 |
|---|---|
| 5-th percentile | 2.1685 |
| Q1 | 6.0225 |
| median | 10.705 |
| Q3 | 15.44 |
| 95-th percentile | 19.12 |
| Maximum | 19.99 |
| Range | 18.98 |
| Interquartile range (IQR) | 9.4175 |
Descriptive statistics
| Standard deviation | 5.4790577 |
|---|---|
| Coefficient of variation (CV) | 0.51270355 |
| Kurtosis | -1.1851318 |
| Mean | 10.6866 |
| Median Absolute Deviation (MAD) | 4.72 |
| Skewness | -0.020068822 |
| Sum | 10686.6 |
| Variance | 30.020074 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.47 | 4 | 0.4% |
| 4.38 | 4 | 0.4% |
| 6.03 | 4 | 0.4% |
| 4.35 | 4 | 0.4% |
| 9.05 | 4 | 0.4% |
| 15.28 | 4 | 0.4% |
| 15.58 | 3 | 0.3% |
| 5.19 | 3 | 0.3% |
| 13.96 | 3 | 0.3% |
| 11.39 | 3 | 0.3% |
| Other values (764) | 964 |
| Value | Count | Frequency (%) |
| 1.01 | 1 | |
| 1.06 | 1 | |
| 1.07 | 1 | |
| 1.1 | 1 | |
| 1.11 | 1 | |
| 1.12 | 2 | |
| 1.13 | 1 | |
| 1.14 | 2 | |
| 1.15 | 1 | |
| 1.17 | 1 |
| Value | Count | Frequency (%) |
| 19.99 | 1 | 0.1% |
| 19.98 | 1 | 0.1% |
| 19.96 | 1 | 0.1% |
| 19.93 | 1 | 0.1% |
| 19.92 | 2 | |
| 19.88 | 1 | 0.1% |
| 19.86 | 3 | |
| 19.85 | 2 | |
| 19.83 | 1 | 0.1% |
| 19.82 | 1 | 0.1% |
Loan Term
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 60 | |
|---|---|
| 48 | |
| 12 | |
| 36 | |
| 24 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2000 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 48 |
|---|---|
| 2nd row | 60 |
| 3rd row | 12 |
| 4th row | 60 |
| 5th row | 36 |
Common Values
| Value | Count | Frequency (%) |
| 60 | 234 | |
| 48 | 205 | |
| 12 | 199 | |
| 36 | 181 | |
| 24 | 181 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 60 | 234 | |
| 48 | 205 | |
| 12 | 199 | |
| 36 | 181 | |
| 24 | 181 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 415 | |
| 4 | 386 | |
| 2 | 380 | |
| 0 | 234 | |
| 8 | 205 | |
| 1 | 199 | |
| 3 | 181 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 6 | 415 | |
| 4 | 386 | |
| 2 | 380 | |
| 0 | 234 | |
| 8 | 205 | |
| 1 | 199 | |
| 3 | 181 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 6 | 415 | |
| 4 | 386 | |
| 2 | 380 | |
| 0 | 234 | |
| 8 | 205 | |
| 1 | 199 | |
| 3 | 181 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 6 | 415 | |
| 4 | 386 | |
| 2 | 380 | |
| 0 | 234 | |
| 8 | 205 | |
| 1 | 199 | |
| 3 | 181 |
Type of Loan
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Auto Loan | |
|---|---|
| Home Loan | |
| Personal Loan |
Length
| Max length | 13 |
|---|---|
| Median length | 9 |
| Mean length | 10.296 |
| Min length | 9 |
Characters and Unicode
| Total characters | 10296 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal Loan |
|---|---|
| 2nd row | Auto Loan |
| 3rd row | Auto Loan |
| 4th row | Auto Loan |
| 5th row | Personal Loan |
Common Values
| Value | Count | Frequency (%) |
| Auto Loan | 348 | |
| Home Loan | 328 | |
| Personal Loan | 324 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| loan | 1000 | |
| auto | 348 | 17.4% |
| home | 328 | 16.4% |
| personal | 324 | 16.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 2000 | |
| a | 1324 | |
| n | 1324 | |
| 1000 | ||
| L | 1000 | |
| e | 652 | 6.3% |
| A | 348 | 3.4% |
| u | 348 | 3.4% |
| t | 348 | 3.4% |
| H | 328 | 3.2% |
| Other values (5) | 1624 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7296 | |
| Uppercase Letter | 2000 | 19.4% |
| Space Separator | 1000 | 9.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 2000 | |
| a | 1324 | |
| n | 1324 | |
| e | 652 | 8.9% |
| u | 348 | 4.8% |
| t | 348 | 4.8% |
| m | 328 | 4.5% |
| r | 324 | 4.4% |
| s | 324 | 4.4% |
| l | 324 | 4.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 1000 | |
| A | 348 | 17.4% |
| H | 328 | 16.4% |
| P | 324 | 16.2% |
Space Separator
| Value | Count | Frequency (%) |
| 1000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9296 | |
| Common | 1000 | 9.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 2000 | |
| a | 1324 | |
| n | 1324 | |
| L | 1000 | |
| e | 652 | 7.0% |
| A | 348 | 3.7% |
| u | 348 | 3.7% |
| t | 348 | 3.7% |
| H | 328 | 3.5% |
| m | 328 | 3.5% |
| Other values (4) | 1296 |
Common
| Value | Count | Frequency (%) |
| 1000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10296 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 2000 | |
| a | 1324 | |
| n | 1324 | |
| 1000 | ||
| L | 1000 | |
| e | 652 | 6.3% |
| A | 348 | 3.4% |
| u | 348 | 3.4% |
| t | 348 | 3.4% |
| H | 328 | 3.2% |
| Other values (5) | 1624 |
| Age | Credit Utilization Ratio | Payment History | Number of Credit Accounts | Loan Amount | Interest Rate | Gender | Marital Status | Education Level | Employment Status | Loan Term | Type of Loan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.000 | -0.003 | -0.049 | 0.035 | 0.032 | 0.000 | 0.000 | 0.034 | 0.056 | 0.045 | 0.070 |
| Credit Utilization Ratio | 0.000 | 1.000 | 0.004 | -0.001 | -0.012 | 0.048 | 0.000 | 0.083 | 0.010 | 0.000 | 0.000 | 0.000 |
| Payment History | -0.003 | 0.004 | 1.000 | 0.024 | -0.020 | -0.016 | 0.000 | 0.056 | 0.000 | 0.000 | 0.041 | 0.056 |
| Number of Credit Accounts | -0.049 | -0.001 | 0.024 | 1.000 | 0.032 | -0.002 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.033 |
| Loan Amount | 0.035 | -0.012 | -0.020 | 0.032 | 1.000 | 0.047 | 0.042 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 |
| Interest Rate | 0.032 | 0.048 | -0.016 | -0.002 | 0.047 | 1.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.024 | 0.000 |
| Gender | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 1.000 | 0.000 | 0.041 | 0.000 | 0.036 | 0.000 |
| Marital Status | 0.000 | 0.083 | 0.056 | 0.000 | 0.018 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.034 | 0.000 |
| Education Level | 0.034 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 1.000 | 0.000 | 0.019 | 0.000 |
| Employment Status | 0.056 | 0.000 | 0.000 | 0.023 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 1.000 | 0.029 | 0.000 |
| Loan Term | 0.045 | 0.000 | 0.041 | 0.000 | 0.000 | 0.024 | 0.036 | 0.034 | 0.019 | 0.029 | 1.000 | 0.000 |
| Type of Loan | 0.070 | 0.000 | 0.056 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 |
| Age | Gender | Marital Status | Education Level | Employment Status | Credit Utilization Ratio | Payment History | Number of Credit Accounts | Loan Amount | Interest Rate | Loan Term | Type of Loan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 60 | Male | Married | Master | Employed | 0.22 | 2685.0 | 2 | 4675000 | 2.65 | 48 | Personal Loan |
| 1 | 25 | Male | Married | High School | Unemployed | 0.20 | 2371.0 | 9 | 3619000 | 5.19 | 60 | Auto Loan |
| 2 | 30 | Female | Single | Master | Employed | 0.22 | 2771.0 | 6 | 957000 | 2.76 | 12 | Auto Loan |
| 3 | 58 | Female | Married | PhD | Unemployed | 0.12 | 1371.0 | 2 | 4731000 | 6.57 | 60 | Auto Loan |
| 4 | 32 | Male | Married | Bachelor | Self-Employed | 0.99 | 828.0 | 2 | 3289000 | 6.28 | 36 | Personal Loan |
| 5 | 42 | Male | Divorced | Master | Unemployed | 0.94 | 2342.0 | 2 | 1536000 | 11.15 | 24 | Personal Loan |
| 6 | 44 | Female | Divorced | Bachelor | Unemployed | 0.32 | 2800.0 | 1 | 2021000 | 16.61 | 36 | Auto Loan |
| 7 | 24 | Male | Divorced | Master | Employed | 0.66 | 1428.0 | 8 | 1298000 | 6.03 | 24 | Home Loan |
| 8 | 54 | Female | Divorced | PhD | Unemployed | 0.40 | 800.0 | 3 | 4374000 | 10.38 | 12 | Personal Loan |
| 9 | 60 | Male | Divorced | PhD | Unemployed | 0.06 | 1371.0 | 10 | 4026000 | 11.05 | 60 | Personal Loan |
| Age | Gender | Marital Status | Education Level | Employment Status | Credit Utilization Ratio | Payment History | Number of Credit Accounts | Loan Amount | Interest Rate | Loan Term | Type of Loan | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 48 | Female | Single | High School | Self-Employed | 0.56 | 257.0 | 6 | 4161000 | 12.50 | 48 | Auto Loan |
| 991 | 56 | Male | Divorced | Bachelor | Self-Employed | 0.67 | 2428.0 | 3 | 2283000 | 16.12 | 36 | Auto Loan |
| 992 | 25 | Female | Single | Bachelor | Unemployed | 0.49 | 2800.0 | 4 | 1609000 | 17.65 | 12 | Personal Loan |
| 993 | 46 | Female | Divorced | PhD | Unemployed | 0.10 | 114.0 | 7 | 301000 | 14.11 | 12 | Personal Loan |
| 994 | 53 | Female | Single | Master | Employed | 0.40 | 2028.0 | 4 | 2561000 | 3.26 | 36 | Home Loan |
| 995 | 59 | Male | Divorced | High School | Employed | 0.74 | 1285.0 | 8 | 3530000 | 12.99 | 48 | Auto Loan |
| 996 | 64 | Male | Divorced | Bachelor | Unemployed | 0.77 | 1857.0 | 2 | 1377000 | 18.02 | 60 | Home Loan |
| 997 | 63 | Female | Single | Master | Self-Employed | 0.18 | 2628.0 | 10 | 2443000 | 18.95 | 12 | Personal Loan |
| 998 | 51 | Female | Married | PhD | Self-Employed | 0.32 | 1142.0 | 3 | 1301000 | 1.80 | 24 | Auto Loan |
| 999 | 37 | Female | Married | Master | Self-Employed | 0.17 | 1028.0 | 5 | 4182000 | 9.34 | 24 | Auto Loan |